code_muni name_muni code_state abbrev_state
Length:1132 Length:1132 Length:1132 Length:1132
Class :character Class :character Class :character Class :character
Mode :character Mode :character Mode :character Mode :character
name_state code_region name_region fronteira
Length:1132 Length:1132 Length:1132 Mode :logical
Class :character Class :character Class :character FALSE:544
Mode :character Mode :character Mode :character TRUE :588
treated groups arcos AREA_TOT
Mode :logical Length:1132 Length:1132 Length:1132
FALSE:544 Class :character Class :character Class :character
TRUE :588 Mode :character Mode :character Mode :character
AREA_INT PORC_INT CID_GEMEA FAIXA_SEDE
Length:1132 Length:1132 Mode :logical Mode :logical
Class :character Class :character FALSE:555 FALSE:77
Mode :character Mode :character TRUE :33 TRUE :511
NA's :544 NA's :544
Argentina Bolivia Colombia French_Guiana
Mode :logical Mode :logical Mode :logical Mode :logical
FALSE:1099 FALSE:1112 FALSE:1130 FALSE:1130
TRUE :33 TRUE :20 TRUE :2 TRUE :2
Guyana Suriname Paraguay Peru
Mode :logical Mode :logical Mode :logical Mode :logical
FALSE:1126 FALSE:1128 FALSE:1112 FALSE:1120
TRUE :6 TRUE :4 TRUE :20 TRUE :12
Uruguay Venezuela Taxa_de_analfabetismo
Mode :logical Mode :logical Min. : 0.900
FALSE:1120 FALSE:1124 1st Qu.: 6.000
TRUE :12 TRUE :8 Median : 9.100
Mean : 9.901
3rd Qu.:12.200
Max. :40.200
NA's :1
Taxa_de_desemprego_16a_e+ Gini PIB_per_capita
Min. : 0.100 Min. :0.2947 Min. : 3129
1st Qu.: 2.090 1st Qu.:0.4442 1st Qu.: 10556
Median : 3.820 Median :0.4883 Median : 13964
Mean : 4.102 Mean :0.4952 Mean : 16374
3rd Qu.: 5.645 3rd Qu.:0.5387 3rd Qu.: 18872
Max. :27.760 Max. :0.8082 Max. :220358
NA's :1 NA's :1 NA's :1
%_população_com_renda_<_1/4_SM Taxa_de_trabalho_infantil
Min. : 0.07 Min. : 0.280
1st Qu.: 5.33 1st Qu.: 9.365
Median : 9.86 Median :14.470
Mean :13.86 Mean :17.226
3rd Qu.:17.62 3rd Qu.:22.135
Max. :77.91 Max. :72.090
NA's :1 NA's :1
Porcentagem_Homens_Jovens valor-2010 valor-2011 valor-2012
Min. : 7.88 Min. : 0.00 Min. : 0.00 Min. : 0.00
1st Qu.:11.54 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00
Median :12.43 Median : 10.15 Median : 9.14 Median : 10.88
Mean :12.48 Mean : 15.53 Mean : 14.09 Mean : 16.09
3rd Qu.:13.32 3rd Qu.: 24.97 3rd Qu.: 22.91 3rd Qu.: 25.44
Max. :26.72 Max. :147.36 Max. :111.06 Max. :132.02
NA's :1 NA's :1 NA's :1 NA's :1
valor-2013 valor-2014 valor-2015 valor-2016
Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00
Median : 11.70 Median : 11.75 Median : 11.85 Median : 13.22
Mean : 15.92 Mean : 16.45 Mean : 16.47 Mean : 18.23
3rd Qu.: 24.92 3rd Qu.: 27.14 3rd Qu.: 25.67 3rd Qu.: 28.63
Max. :183.72 Max. :153.89 Max. :137.13 Max. :155.08
NA's :1 NA's :1 NA's :1 NA's :1
valor-2017 valor-2018 valor-2019 populacao
Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 1034
1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 3781
Median : 14.57 Median : 12.38 Median : 10.86 Median : 7593
Mean : 19.56 Mean : 16.87 Mean : 15.47 Mean : 22568
3rd Qu.: 30.12 3rd Qu.: 25.48 3rd Qu.: 23.98 3rd Qu.: 18331
Max. :222.00 Max. :211.02 Max. :176.68 Max. :1483771
NA's :1 NA's :1 NA's :1 NA's :3
feminicidio_pc hom_doloso_pc lesao_pc mandado_pc
Min. : 0.000 Min. : 0.000 Min. : 0.0000 Min. : 0.00
1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.00
Median : 0.000 Median : 6.009 Median : 0.0000 Median : 21.07
Mean : 1.379 Mean : 31.656 Mean : 0.9034 Mean : 98.52
3rd Qu.: 0.000 3rd Qu.: 22.696 3rd Qu.: 0.0000 3rd Qu.: 118.16
Max. :101.695 Max. :8203.390 Max. :169.4915 Max. :1285.44
NA's :3 NA's :3 NA's :3 NA's :3
transito_pc esclarecer_pc latrocinio_pc tentativa_hom_pc
Min. : 0.000 Min. : 0.00 Min. : 0.000 Min. : 0.000
1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.000
Median : 3.163 Median : 0.00 Median : 0.000 Median : 2.263
Mean : 20.134 Mean : 58.39 Mean : 1.661 Mean : 26.758
3rd Qu.: 19.384 3rd Qu.: 18.22 3rd Qu.: 0.000 3rd Qu.: 30.007
Max. :2474.576 Max. :36508.47 Max. :305.085 Max. :4677.966
NA's :3 NA's :3 NA's :3 NA's :3
geom
MULTIPOLYGON :1132
epsg:4326 : 0
+proj=long...: 0
Gráficos
Victor Batista
Mapa por grupos
Mapa por arcos
Análise exploratória
Estatísticas descritivas
Distribuição
Analfabetismo
Analfabetismo
Gini
Desemprego
Homicídios
valor-2010 valor-2011 valor-2012 valor-2013
Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00
Median : 10.15 Median : 9.14 Median : 10.88 Median : 11.70
Mean : 15.53 Mean : 14.09 Mean : 16.09 Mean : 15.92
3rd Qu.: 24.97 3rd Qu.: 22.91 3rd Qu.: 25.44 3rd Qu.: 24.92
Max. :147.36 Max. :111.06 Max. :132.02 Max. :183.72
NA's :1 NA's :1 NA's :1 NA's :1
valor-2014 valor-2015 valor-2016 valor-2017
Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00
Median : 11.75 Median : 11.85 Median : 13.22 Median : 14.57
Mean : 16.45 Mean : 16.47 Mean : 18.23 Mean : 19.56
3rd Qu.: 27.14 3rd Qu.: 25.67 3rd Qu.: 28.63 3rd Qu.: 30.12
Max. :153.89 Max. :137.13 Max. :155.08 Max. :222.00
NA's :1 NA's :1 NA's :1 NA's :1
valor-2018 valor-2019 geom
Min. : 0.00 Min. : 0.00 MULTIPOLYGON :1132
1st Qu.: 0.00 1st Qu.: 0.00 epsg:4326 : 0
Median : 12.38 Median : 10.86 +proj=long...: 0
Mean : 16.87 Mean : 15.47
3rd Qu.: 25.48 3rd Qu.: 23.98
Max. :211.02 Max. :176.68
NA's :1 NA's :1 Homicídios
Homicídios
Homicídios
Outros crimes
Outros crimes
Feminicídios
Homicídio doloso
Lesão seguida de morte
Mandados de prisão
Mortes no trânsito
Mortes a esclarecer
Latrocínio
Tentativa de homicídio
Outras variáveis da base do Ministério (estadual)
Apreensão de Cocaína
Apreensão de Maconha
Arma de Fogo Apreendida
Furto de veículo
Roubo a instituição financeira
Roubo de carga
Roubo de veículo
Tráfico de drogas
Regressões: Homicídios X grupos
================================================================================================
Dependent variable:
----------------------------------------------------------------
`valor-2010` `valor-2011` `valor-2012` `valor-2013` `valor-2014`
(1) (2) (3) (4) (5)
------------------------------------------------------------------------------------------------
treated 1.316 -0.639 2.585** 1.399 1.278
(1.113) (1.029) (1.149) (1.176) (1.133)
Constant 14.846*** 14.421*** 14.746*** 15.193*** 15.781***
(0.803) (0.742) (0.828) (0.848) (0.817)
------------------------------------------------------------------------------------------------
Observations 1,131 1,131 1,131 1,131 1,131
R2 0.001 0.0003 0.004 0.001 0.001
Adjusted R2 0.0004 -0.001 0.004 0.0004 0.0002
Residual Std. Error (df = 1129) 18.701 17.287 19.303 19.762 19.034
F Statistic (df = 1; 1129) 1.398 0.386 5.064** 1.415 1.272
================================================================================================
Note: *p<0.1; **p<0.05; ***p<0.01Outros crimes X grupos
================================================================================
Dependent variable:
------------------------------------------------
feminicidio_pc hom_doloso_pc lesao_pc mandado_pc
(1) (2) (3) (4)
--------------------------------------------------------------------------------
treated -0.676* -29.496* -0.728* 3.194
(0.389) (15.680) (0.413) (10.356)
Constant 1.731*** 47.017*** 1.283*** 96.853***
(0.281) (11.316) (0.298) (7.474)
--------------------------------------------------------------------------------
Observations 1,129 1,129 1,129 1,129
R2 0.003 0.003 0.003 0.0001
Adjusted R2 0.002 0.002 0.002 -0.001
Residual Std. Error (df = 1127) 6.531 263.202 6.925 173.833
F Statistic (df = 1; 1127) 3.018* 3.539* 3.115* 0.095
================================================================================
Note: *p<0.1; **p<0.05; ***p<0.01Outros crimes X grupos
========================================================================================
Dependent variable:
--------------------------------------------------------
transito_pc esclarecer_pc latrocinio_pc tentativa_hom_pc
(1) (2) (3) (4)
----------------------------------------------------------------------------------------
treated -12.133** -92.666 -1.463** -15.081
(5.148) (65.264) (0.676) (9.800)
Constant 26.453*** 106.648** 2.423*** 34.612***
(3.715) (47.100) (0.488) (7.073)
----------------------------------------------------------------------------------------
Observations 1,129 1,129 1,129 1,129
R2 0.005 0.002 0.004 0.002
Adjusted R2 0.004 0.001 0.003 0.001
Residual Std. Error (df = 1127) 86.418 1,095.509 11.345 164.503
F Statistic (df = 1; 1127) 5.554** 2.016 4.685** 2.368
========================================================================================
Note: *p<0.1; **p<0.05; ***p<0.01Outros crimes X grupos e arcos
================================================================================
Dependent variable:
------------------------------------------------
feminicidio_pc hom_doloso_pc lesao_pc mandado_pc
(1) (2) (3) (4)
--------------------------------------------------------------------------------
treated -0.058 -5.012 0.227 22.171
(1.004) (40.537) (1.066) (26.129)
arcosArco Norte -0.249 -7.537 0.580 -50.960
(1.593) (64.331) (1.692) (41.465)
arcosArco Sul 1.326 30.061 1.039 -24.504
(0.825) (33.324) (0.877) (21.479)
treatedTRUE:arcosArco Norte 0.273 5.654 -0.722 9.725
(1.895) (76.488) (2.012) (49.301)
treatedTRUE:arcosArco Sul -0.741 -31.281 -1.171 -18.572
(1.100) (44.421) (1.169) (28.632)
Constant 0.695 23.622 0.437 113.337***
(0.763) (30.796) (0.810) (19.850)
--------------------------------------------------------------------------------
Observations 1,117 1,117 1,117 1,117
R2 0.007 0.004 0.004 0.007
Adjusted R2 0.002 -0.0002 -0.0002 0.003
Residual Std. Error (df = 1111) 6.562 264.918 6.969 170.755
F Statistic (df = 5; 1111) 1.549 0.963 0.953 1.595
================================================================================
Note: *p<0.1; **p<0.05; ***p<0.01Outros crimes X grupos e arcos
========================================================================================
Dependent variable:
--------------------------------------------------------
transito_pc esclarecer_pc latrocinio_pc tentativa_hom_pc
(1) (2) (3) (4)
----------------------------------------------------------------------------------------
treated -4.478 2.060 -0.290 -5.899
(13.291) (168.761) (1.746) (25.335)
arcosArco Norte -10.497 -16.919 -0.132 -25.355
(21.092) (267.816) (2.771) (40.205)
arcosArco Sul 13.895 111.848 1.856 -0.623
(10.926) (138.731) (1.435) (20.827)
treatedTRUE:arcosArco Norte 6.614 -1.891 0.799 5.252
(25.078) (318.429) (3.295) (47.803)
treatedTRUE:arcosArco Sul -9.134 -117.413 -1.555 -12.085
(14.564) (184.930) (1.913) (27.762)
Constant 15.870 18.085 0.957 36.823*
(10.097) (128.207) (1.327) (19.247)
----------------------------------------------------------------------------------------
Observations 1,117 1,117 1,117 1,117
R2 0.008 0.003 0.006 0.003
Adjusted R2 0.004 -0.002 0.002 -0.001
Residual Std. Error (df = 1111) 86.858 1,102.880 11.412 165.566
F Statistic (df = 5; 1111) 1.899* 0.589 1.434 0.737
========================================================================================
Note: *p<0.1; **p<0.05; ***p<0.01